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RESEARCH PAPER · ACS Nano · 2024

Efficient Removal of Greenhouse Gases: Machine Learning-Assisted Exploration of Metal–Organic Framework Space

Ruiqi Xin, Chaohai Wang, Yingchao Zhang, Rongfu Peng, Rui Li, Junning Wang, Yanli Mao, Xinfeng Zhu, Wenkai Zhu, Minjun Kim, Ho Ngoc Nam, Yusuke Yamauchi

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Efficient Removal of Greenhouse Gases: Machine Learning-Assisted Exploration of Metal–Organic Framework SpaceOriginalRecent Research Progress of Mofs-Based Heterostructures for Photocatalytic Hydrogen Evolution60Advances and perspectives of composite nanoarchitectonics of nanocellulose/metal-organic frameworks for effective removal of volatile organic compounds45Recent progress of NH2-MIL-125(Ti)-based photocatalytic system in energy production and environmental purification50Biomass: The accelerator for moving MOFs to practical applications95Flexural properties of moso bamboo induced by hydrothermal treatment13Ultra-microstructure analysis and model development of bamboo fiber cell walls20Enhancing bamboo scrimber mechanical properties and mildew resistance through gamma irradiation crosslinking modification9Modern Neuro-Fuzzy Soft Computing Models for Pile Foundation Bearing Capacity: A Comparison of ANFIS and PSO-ANFIS0Dual-functional amino-abundance ultrathin porous boron-doped g-C3N4 co-catalyst for lead halide perovskite-based efficient photocatalytic CO2 reduction6Prediction of thermal conductivity in CALF-20 with first-principles accuracy via machine learning interatomic potentials13Nanoscience in Action: Unveiling Emerging Trends in Materials and Applications65Formation and Chemical Structure of Carbon-13 Tracer Lignin-Carbohydrate Complexes (LCCs) During Kraft Pulping3Research progress on nanomaterial-based electrochemical sensors for the detection of aflatoxin B1 in food and environmental samples39Binding Sites of Automobile Exhaust Gases on Metal–Organic Frameworks: Advances and Perspectives3Machine Learning Accelerated Discovery of Covalent Organic Frameworks for Environmental and Energy Applications66MOF and COF platforms toward kidney-disease: Advanced nanovehicles for effective diagnosing and treatment6Drastic-yet-distinct alterations in rarefied gas transport of CO2 and propane in nanochannels by finely-tuning surface characteristics2Separable Microneedle Patch Integrated with the Dictamnine-Loaded Copper MOF Nanozyme for Atopic Dermatitis Treatment10Amine-functionalized ZIF-8@bamboo derived nitrogen doped carbonaceous: Characterization and for CO2 capture3Construction of Zn-based metal–organic frameworks in bamboo by in-situ and ex-situ growth strategies for indoor environmental remediation9Graft−growth of Cobalt−based Prussian blue analogs on bamboo for indoor formaldehyde removal6A critical review on graphitic carbon nitride-based electrodes in microbial fuel cells for bioelectricity generation and bioremediation3Rational screening of butane isomers separation materials by coupling machine learning with thermodynamic mechanisms1Self-encapsulation of Fe-Co Prussian blue analogue inside delignified bamboo for the removal of indoor free formaldehyde9CO2 adsorption and separation properties of decorative paper impregnated with amino-functionalized cellulose nanofibers/waterborne acrylic resin6Enhanced magnetite separation prediction by PLIMS multifactor coupling based on machine learning and SHAP interpretability analysis4Construction of Unsaturated Coordinated Cu-Metal–Organic Frameworks for Iodine Adsorption5Ultrafast Catalytic Decomposition Reaction Using a ZIF‐67@Cellulose Nanofiber Composite‐Based Cobalt/ Nitrogen Co‐Doped Nanoporous Carbon for Water Treatment6Amalgamation of electro-catalysts using manganese, iron, and nickel oxide Embedded in g-C 3 N 4 and rGO for efficient water splitting0GO-Modified Mg-MOF-74 Composite for Selective Detection of SF6 By-Products in Environmental Monitoring Systems0Solvent-Dipole Deshielding of Hydrated Aluminum Lewis Acids for Enhanced 5-Hydroxymethylfurfural Production from Biomass0

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  1. Recent Research Progress of Mofs-Based Heterostructures for Photocatalytic Hydrogen Evolution

    Chemical Engineering Journal · 2024-01-01

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  2. Advances and perspectives of composite nanoarchitectonics of nanocellulose/metal-organic frameworks for effective removal of volatile organic compounds

    Coordination Chemistry Reviews · 2024-08-12

    Zequn Li, Meiling Chen, Wenkai Zhu, Ruiqi Xin, Junhui Yang, Sunyue Hu, Jungmok You, Du Yeol Ryu, Si‐Hyung Lim, Song Li, Jeonghun Kim

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  3. Recent progress of NH2-MIL-125(Ti)-based photocatalytic system in energy production and environmental purification

    Chemical Engineering Journal · 2024-08-14

    Chengzhang Zhu, Qihang Tian, Shipeng Wan, Haitao Xu, Jinguang Hu, Liquan Jing

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  4. Biomass: The accelerator for moving MOFs to practical applications

    Chemical Engineering Journal · 2024-08-16

    Rongfu Peng, Ruiqi Xin, Dujuan Wu, Wenkai Zhu, Yingyi Li, Shangru Zhai

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  5. Flexural properties of moso bamboo induced by hydrothermal treatment

    Industrial Crops and Products · 2024-09-24

    Yuan Feng, Qiuyi Wang, Zhuchao Xu, Yan He, Mei‐Ling Chen, Yanjun Li

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  6. Ultra-microstructure analysis and model development of bamboo fiber cell walls

    International Journal of Biological Macromolecules · 2024-09-24

    Mei‐Ling Chen, Xin An, Yan He, Liping Cai, Rong Liu, Benhua Fei

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  7. Enhancing bamboo scrimber mechanical properties and mildew resistance through gamma irradiation crosslinking modification

    Industrial Crops and Products · 2024-10-31

    Zhuchao Xu, Qiuyi Wang, Yuan Feng, He Han, Yan He, Xin Hai Han, Shengliang He, Mei‐Ling Chen, Yanjun Li

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  8. Modern Neuro-Fuzzy Soft Computing Models for Pile Foundation Bearing Capacity: A Comparison of ANFIS and PSO-ANFIS

    Lecture notes in networks and systems · 2025-01-01

    Akash Sankar Chowdhury, S. Kanaga Suba Raja, Shreya Mazumder, K. Suresh Kumar

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  9. Dual-functional amino-abundance ultrathin porous boron-doped g-C3N4 co-catalyst for lead halide perovskite-based efficient photocatalytic CO2 reduction

    Separation and Purification Technology · 2025-01-28

    Congcong Tong, Qiao Chen, Yuanyuan Zhang, Chunmei Liu, Jingyi Hou, Yiwen Shi, Ranran Fu, Xiumei Shi, Manqing Xu, Dongen Zhang, Linxing Shi

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  10. Prediction of thermal conductivity in CALF-20 with first-principles accuracy via machine learning interatomic potentials

    Communications Materials · 2025-02-02

    Soham Mandal, Prabal Kumar Maiti

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  11. Nanoscience in Action: Unveiling Emerging Trends in Materials and Applications

    ACS Omega · 2025-02-17

    Kevin J. Hughes, Magesh Ganesan, Rumiana Tenchov, Kavita A. Iyer, Krittika Ralhan, Leilani M. Lotti Diaz, Robert E. Bird, Julian M. Ivanov, Qiongqiong Angela Zhou

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  12. Formation and Chemical Structure of Carbon-13 Tracer Lignin-Carbohydrate Complexes (LCCs) During Kraft Pulping

    Molecules · 2025-02-26

    Zhi Wang, Yimin Xie, Boxuan Zhao

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  13. Research progress on nanomaterial-based electrochemical sensors for the detection of aflatoxin B1 in food and environmental samples

    Chemical Engineering Journal · 2025-02-26

    Peiyuan Wei, Wei Han, Lingling Xie, Limin Zhu, Baoshan He, Xiaoyu Cao

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  14. Binding Sites of Automobile Exhaust Gases on Metal–Organic Frameworks: Advances and Perspectives

    Energy & Fuels · 2025-03-20

    Zongsu Han, K. Yu, Kunyu Wang, Hong-Cai “Joe” Zhou

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  15. Machine Learning Accelerated Discovery of Covalent Organic Frameworks for Environmental and Energy Applications

    Environmental Science & Technology · 2025-03-30

    Hao Wang, Yuquan Li, Xiaoyang Xuan, Kai Wang, Ye‐Feng Yao, Likun Pan

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  16. MOF and COF platforms toward kidney-disease: Advanced nanovehicles for effective diagnosing and treatment

    Microchemical Journal · 2025-04-03

    Yamei Yu, Abdulnasser Mahmoud Karami, Yixian Lin, Lei Qin, Awad Naseer Albalwi, Jianqiang Liu, Irshad Ul Haq Bhat, Mohd. Muddassir

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  17. Drastic-yet-distinct alterations in rarefied gas transport of CO2 and propane in nanochannels by finely-tuning surface characteristics

    Chemical Engineering Journal · 2025-04-22

    Lian Duan, Zhehui Jin

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  18. Separable Microneedle Patch Integrated with the Dictamnine-Loaded Copper MOF Nanozyme for Atopic Dermatitis Treatment

    ACS Applied Materials & Interfaces · 2025-04-24

    Shuyun Liu, Rui Xin, Xinyue Zhang, Lu Han

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  19. Amine-functionalized ZIF-8@bamboo derived nitrogen doped carbonaceous: Characterization and for CO2 capture

    Surfaces and Interfaces · 2025-05-02

    Lehan Zhu, Tao Xiang

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  20. Construction of Zn-based metal–organic frameworks in bamboo by in-situ and ex-situ growth strategies for indoor environmental remediation

    Industrial Crops and Products · 2025-05-05

    Dujuan Wu, Ruiqi Xin, Lingling Hu, Önder Tor, Ye Song, Song Li, Meiling Chen, Wenkai Zhu

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  21. Graft−growth of Cobalt−based Prussian blue analogs on bamboo for indoor formaldehyde removal

    Environmental Research · 2025-06-03

    Yi Zhu, Yi Zhu, Hui Yu Yan, Ruiqi Xin, Yuding Zhu, Yuding Zhu, Miaomiao Zheng, Xingyue Wu, Yiting Zhang, Ting Wang, Meiling Chen, Li Song, Jeonghun Kim, Wenkai Zhu

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  22. A critical review on graphitic carbon nitride-based electrodes in microbial fuel cells for bioelectricity generation and bioremediation

    Journal of environmental chemical engineering · 2025-06-26

    Ryan Yow Zhong Yeo, Wei Lun Ang, Wai Yin Wong, Eileen Hao Yu, Qi Hwa Ng, Soon Wah Goh, Mohd Nur Ikhmal Salehmin, Hassan Mohamed, Swee Su Lim

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  23. Rational screening of butane isomers separation materials by coupling machine learning with thermodynamic mechanisms

    Chemical Engineering Science · 2025-07-01

    Yi Li, Bin Liu, Siqi Wang, Junyi Su, Yuanhui Ji

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  24. Self-encapsulation of Fe-Co Prussian blue analogue inside delignified bamboo for the removal of indoor free formaldehyde

    Industrial Crops and Products · 2025-07-05

    Hui Yu Yan, Xiangyu Wang, Yi Zhu, Yuding Zhu, Ruiqi Xin, Shunze Zhang, Meiling Chen, Li Song, Jeonghun Kim, Wenkai Zhu

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  25. CO2 adsorption and separation properties of decorative paper impregnated with amino-functionalized cellulose nanofibers/waterborne acrylic resin

    Chemical Engineering Journal · 2025-08-06

    Xiaopin Bu, Wei Qian, Zhuoxin Liao, Yuding Zhu, Meiling Chen, Junhui Yang, Xiu‐Zhen Lin, Donggyun Kim, Xiangyu Wang, Song Li, Jeonghun Kim, Wenkai Zhu

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  26. Enhanced magnetite separation prediction by PLIMS multifactor coupling based on machine learning and SHAP interpretability analysis

    Powder Technology · 2025-08-10

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  27. Construction of Unsaturated Coordinated Cu-Metal–Organic Frameworks for Iodine Adsorption

    Inorganic Chemistry · 2025-12-23

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  28. Ultrafast Catalytic Decomposition Reaction Using a ZIF‐67@Cellulose Nanofiber Composite‐Based Cobalt/ Nitrogen Co‐Doped Nanoporous Carbon for Water Treatment

    Rare Metals · 2026-01-30

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  29. Amalgamation of electro-catalysts using manganese, iron, and nickel oxide Embedded in g-C 3 N 4 and rGO for efficient water splitting

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  30. GO-Modified Mg-MOF-74 Composite for Selective Detection of SF6 By-Products in Environmental Monitoring Systems

    International Journal of Agricultural and Environmental Information Systems · 2026-05-07

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  31. Solvent-Dipole Deshielding of Hydrated Aluminum Lewis Acids for Enhanced 5-Hydroxymethylfurfural Production from Biomass

    Journal of the American Chemical Society · 2026-10-12

    Huaqing Zhang, Shengkai Cao, Fu Lun Tan, Ya Wen Tay, James Zhile Wong, Haikuo Zhang, Ning‐Yu Huang, Jiawei Li, Jiaqi Wei, Amanda Jiamin Ong, Rayner Bao Feng Ng, Jakob B. Wolf, Xian Jun Loh, Xiaodong Chen

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